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# ๐ฑ Neleus DB
## Verifiable memory and audit trails for AI agents
A high-performance, content-addressed database designed for AI agent workflows with cryptographic proofs and immutable versioning.
[Examples](examples/) ยท [Report Bug](https://github.com/auralshin/neleus-db/issues/new?labels=bug) ยท [Request Feature](https://github.com/auralshin/neleus-db/issues/new?labels=feature)
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---
## Contents
- [Why neleus-db](#why-neleus-db)
- [Who should use this](#who-should-use-this)
- [Features](#features)
- [Architecture at a glance](#architecture-at-a-glance)
- [Installation](#installation)
- [Examples](#examples)
- [Quick start](#quick-start)
- [CLI](#cli)
- [Public Rust API](#public-rust-api)
- [Data layout](#data-layout)
- [Integrity and determinism](#integrity-and-determinism)
- [Reliability and security](#reliability-and-security)
- [Testing](#testing)
- [Python SDK](#python-sdk)
- [Integration guide](#integration-guide)
- [Design document](#design-document)
- [Contributing](#contributing)
- [License](#license)
## Why neleus-db
AI agent systems need more than a key-value store:
- auditable, state-replayable runs from immutable content-addressed inputs
- versioned state snapshots with commit history
- integrity proofs for every claim and retrieved chunk
- local operation without network dependencies
`neleus-db` is built around those guarantees.
> **On reproducibility:** neleus-db captures all inputs, retrieved context, and provider
> metadata needed for replay. Because hosted LLMs are non-deterministic and may change
> over time, runs are *auditable and state-replayable* rather than bit-for-bit reproducible.
> Equivalent outputs require equivalent model, parameters, and runtime conditions.
## Who should use this
- teams building agent runtimes or orchestrators
- local/private RAG systems that need provenance
- products requiring tamper-evident run history
- developers who want Git-like history for agent state
## Features
- Content-addressed blob and object storage (`blake3`)
- Strict canonical object encoding (DAG-CBOR) with golden-byte tests
- Versioned segmented state store with Merkle commitments
- Membership and non-membership state proofs
- Git-like commit graph (`parents`, `author`, `message`, `state_root`, `manifests`)
- **`RunManifest`** โ captures provider, model, parameters, system prompt, inputs, outputs, and retrieved RAG chunks in one signed, Merkle-linked record
- **`ProvenanceRecord`** โ agent claims with evidence, confidence scores, and `RunManifest` back-links
- WAL + atomic file writes + automatic WAL recovery on open
- Lock-file protection for multi-process mutable operations
- Optional verify-on-read integrity checks
- Encryption at rest for blobs and objects (AES-256-GCM / ChaCha20-Poly1305 + PBKDF2-HMAC-SHA256)
- Native semantic and vector search as rebuildable derived indexes
- **Python SDK** โ `with neleus.run(...) as run:` context manager for zero-friction agent auditing
## Architecture at a glance
```text
Immutable canonical layer:
blobs/ -> raw bytes
objects/ -> canonical manifests, state objects, commits
Mutable pointers:
refs/heads/* -> commit hashes
refs/states/* -> staged state roots
Derived/rebuildable layer:
index/<commit_hash>/search_index.json
Reliability:
wal/*.wal
meta/config.json
```
## Installation
```bash
git clone https://github.com/auralshin/neleus-db
cd neleus-db
cargo build --release
```
## Examples
See the [examples/](examples/) directory for practical code demonstrating common patterns:
- **[01_basic_blob_storage.rs](examples/01_basic_blob_storage.rs)** - Content-addressed storage and deduplication
- **[02_state_and_commits.rs](examples/02_state_and_commits.rs)** - Versioned state with Git-like history
- **[03_document_chunking.rs](examples/03_document_chunking.rs)** - Deterministic document chunking and manifests
- **[05_state_proofs.rs](examples/05_state_proofs.rs)** - Cryptographic proof generation and verification
Run any example:
```bash
cargo run --example 01_basic_blob_storage
```
## Quick start
```bash
# 1) initialize DB
cargo run -- db init /tmp/neleus_db
# 2) add a blob
cargo run -- --db /tmp/neleus_db blob put /path/to/file.txt
# 3) create a document manifest + deterministic chunks
cargo run -- --db /tmp/neleus_db manifest put-doc \
--source local_file \
--file /path/to/file.txt \
--chunk-size 512 \
--overlap 64
# 4) update versioned state
cargo run -- --db /tmp/neleus_db state set main 6b6579 /path/to/value.bin --key-encoding hex
# 5) commit snapshot
cargo run -- --db /tmp/neleus_db commit new \
--head main \
--author agent1 \
--message "initial snapshot" \
--manifest <manifest_hash>
# 6) build and query derived search indexes
cargo run -- --db /tmp/neleus_db index build --head main
cargo run -- --db /tmp/neleus_db search semantic --head main --query "systems programming" --top-k 5
cargo run -- --db /tmp/neleus_db search vector --head main --embedding-file /path/to/query_embedding.json --top-k 5
# 7) generate and verify state proof
cargo run -- --db /tmp/neleus_db proof state main 6b6579 --key-encoding hex
```
## CLI
- `db init <path>`
- `blob put <file>`
- `blob get <hash> <out_file>`
- `manifest put-doc --source ... --file ... --chunk-size ... [--overlap ...]`
- `manifest put-run --model ... --prompt-file ... --io-hashes in:<hash> --io-hashes out:<hash>`
- `state set <head> <key> <value-file> [--key-encoding utf8|hex|base64]`
- `state get <head> <key> [--key-encoding utf8|hex|base64] [--out-file <path>]`
- `state del <head> <key> [--key-encoding utf8|hex|base64]`
- `state compact <head>`
- `commit new --head <name> --author <id> --message <text> [--manifest <hash> ...]`
- `index build --head <name>`
- `search semantic --head <name> (--query <text> | --query-file <path>) [--top-k <n>]`
- `search vector --head <name> --embedding-file <path> [--top-k <n>]`
- `log <head>`
- `proof state <head> <key> [--key-encoding utf8|hex|base64]`
Global flags:
- `--db <path>` (default: `./neleus_db`)
- `--json` machine-readable output
## Public Rust API
- `hash` - `Hash`, domain-separated hashing helpers
- `blob_store` - immutable content-addressed blobs
- `manifest` - typed manifests + deterministic chunking
- `state` - segmented persistent KV + proofs + compaction
- `commit` - commit objects + signing/verifier hooks
- `refs` - atomic refs and staged roots
- `db` - open/init, schema migration, WAL recovery orchestration
- `index` - derived semantic/vector index build and query
## Data layout
```text
<db_root>/
blobs/aa/bb/<fullhash>
objects/cc/dd/<fullhash>
refs/heads/<name>
refs/states/<name>
index/<commit_hash>/search_index.json
wal/*.wal
meta/config.json
```
## Integrity and determinism
Hash domains:
- `H_blob = blake3("blob:" || bytes)`
- `H_manifest = blake3("manifest:" || dag_cbor_bytes)`
- `H_state_node = blake3("state_node:" || dag_cbor_bytes)`
- `H_commit = blake3("commit:" || dag_cbor_bytes)`
- `H_state_leaf = blake3("state_leaf:" || leaf_encoding)`
- `H_merkle_node = blake3("merkle_node:" || left || right)`
Canonical encoding:
- DAG-CBOR via `serde_ipld_dagcbor`
- deterministic bytes locked with golden tests in `src/canonical.rs`
## Reliability and security
- atomic temp-write + rename for persistent files
- structured WAL with replay/rollback during `Database::open`
- lock files for ref/state mutation safety across processes
- optional verify-on-read mode for blobs and typed objects
- authenticated encryption support for persisted payloads
When encryption is enabled, **blobs and objects** are encrypted at rest with the configured
algorithm (AES-256-GCM or ChaCha20-Poly1305). WAL files, search indexes, metadata, and key
paths have separate leakage considerations โ review the security notes before using this with
sensitive data in regulated environments.
To enable encryption, set `meta/config.json` with an enabled encryption block and provide
`NELEUS_DB_ENCRYPTION_PASSWORD` when running the CLI.
Example config snippet:
```json
{
"schema_version": 3,
"hashing": "blake3",
"verify_on_read": true,
"encryption": {
"enabled": true,
"algorithm": "aes-256-gcm",
"kdf_iterations": 600000
}
}
```
`master_salt` is generated automatically on the first open of an encryption-enabled database and added to `config.json`. Do not edit or rotate it manually โ every existing ciphertext on disk depends on it. Rotate the *password* via `Database::rotate_encryption_key` instead. The AEAD parameters (key size, nonce size, per-blob salt size) are not user-configurable; they are fixed by the algorithm choice.
## Testing
```bash
cargo test
```
The suite covers determinism, state semantics, proof verification/tampering, WAL recovery, integrity checks, compaction behavior, and CLI-facing flows.
## Python SDK
Copy `sdk/python/neleus.py` alongside your project and add the neleus-db binary to `PATH`:
```python
import neleus
with neleus.run(
db="./neleus_db",
provider="anthropic",
model="claude-sonnet-4-6",
agent_id="policy-reviewer-v1",
model_parameters={"max_tokens": 1024, "temperature": 0.0},
) as run:
run.system_prompt("You are a policy analyst.")
run.prompt(user_question)
run.retrieved_chunks(chunk_hashes) # RAG audit link
response = anthropic_client.messages.create(...)
run.output(response.content[0].text)
# auto-commits here โ every input, chunk, and output is content-addressed
```
See [`examples/06_claude_run.py`](examples/06_claude_run.py) for a full working example.
## Integration guide
See `INTEGRATION.md` for Rust embedding patterns and CLI-based integration examples for TypeScript/JavaScript, Go, and Python.
## Design document
See `DESIGN.md` for details on Merkle model, proof format, and recovery behavior.
## Contributing
1. Open an issue describing the behavior or change.
2. Add tests with the change.
3. Keep object encoding/hash behavior backward compatible unless schema migration is included.
## License
MIT